{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "bf89b7f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['PPG_F', 'ABP_F', 'SBP', 'DBP', 'fs', 'Age', 'Gender', 'PPG_Raw', 'ABP_Raw', 'PPG_Record', 'PPG_Record_F']\n",
      "99.59391341721782\n",
      "72.33633776462175\n",
      "61.0\n",
      "M\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import find_peaks,savgol_filter\n",
    "\n",
    "#load npz\n",
    "data = np.load(\"./win21.npz\")\n",
    "print(data.files)\n",
    "print(data['SBP'])\n",
    "print(data['DBP'])\n",
    "print(data['Age'])\n",
    "print(data['Gender'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "d9d4c1bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_wave = data['PPG_Record_F']\n",
    "fs = data['fs']\n",
    "time = np.arange(len(ppg_wave))/fs\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(time,ppg_wave,label=\"PPG waveform\",color=\"blue\")\n",
    "plt.title(\"PPG\")\n",
    "plt.xlabel(\"time\")\n",
    "plt.ylabel(\"Amplitude\")\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "5c861659",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 13 coarse positive peaks, 13 negatives\n"
     ]
    }
   ],
   "source": [
    "# --- APG (2-nd derivative) & coarse peak detection --------------------------\n",
    "from scipy.signal import savgol_filter, find_peaks\n",
    "import numpy as np\n",
    "\n",
    "# assumes: ppg_wave, fs (125 Hz) are in scope\n",
    "win_ms  = 120\n",
    "win_len = int(win_ms * fs / 1000) | 1          # ~120 ms, force odd\n",
    "apg = savgol_filter(ppg_wave, window_length=win_len,\n",
    "                    polyorder=3, deriv=2, delta=1/fs)\n",
    "\n",
    "min_dist = int(0.4 * fs)                       # ≥400 ms between “a” peaks\n",
    "swing    = np.ptp(apg)\n",
    "\n",
    "prom_pos = 0.12 * swing                        # unchanged\n",
    "prom_neg = 0.15 * swing                        # was 0.25 → let shallow dips through\n",
    "\n",
    "peaks_pos, _ = find_peaks( apg,  distance=min_dist, prominence=prom_pos)\n",
    "peaks_neg, _ = find_peaks(-apg,  distance=min_dist, prominence=prom_neg)\n",
    "\n",
    "print(f\"Found {len(peaks_pos)} coarse positive peaks, {len(peaks_neg)} negatives\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "84dc7807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "plt.plot(time, apg, label=\"APG 2nd derivative\", color=\"blue\")\n",
    "# Convert peak indices to time\n",
    "peak_times_pos = peaks_pos / fs\n",
    "peak_times_neg = peaks_neg / fs\n",
    "# Correct scatter syntax\n",
    "plt.scatter(peak_times_pos, apg[peaks_pos], color='red', marker='o', label='Positive')\n",
    "plt.scatter(peak_times_neg, apg[peaks_neg], color='blue', marker='o', label='Negative')\n",
    "plt.title(\"APG with Peaks and Dips\")\n",
    "plt.xlabel(\"Time (seconds)\")\n",
    "plt.ylabel(\"Amplitude\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "ef4647f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracted beats: 11\n"
     ]
    }
   ],
   "source": [
    "# --- Beat-wise extraction of a-, b-, c-, d-waves ---------------------------\n",
    "feature_list = []\n",
    "\n",
    "for i in range(len(peaks_pos) - 1):\n",
    "    a_idx     = peaks_pos[i]\n",
    "    nxt_a_idx = peaks_pos[i + 1]\n",
    "    RR        = nxt_a_idx - a_idx\n",
    "    seg       = apg[a_idx:nxt_a_idx]\n",
    "\n",
    "    # skip spuriously short a→c segments (<0.4 s)\n",
    "    if RR < int(0.4 * fs):\n",
    "        continue\n",
    "\n",
    "    a_val = apg[a_idx]\n",
    "    if a_val <= 0:\n",
    "        continue\n",
    "\n",
    "    swing     = np.ptp(seg)\n",
    "    prom_pos  = 0.10 * swing\n",
    "    prom_neg  = 0.05 * swing        # loose for shallow b-dips\n",
    "\n",
    "    pos, _ = find_peaks( seg,  prominence=prom_pos); pos += a_idx\n",
    "    neg, _ = find_peaks(-seg,  prominence=prom_neg); neg += a_idx\n",
    "\n",
    "    inside = lambda idx, lo, hi: lo*RR < (idx - a_idx) < hi*RR\n",
    "\n",
    "    # --- physiologic windows (fractions of RR) -----------------------------\n",
    "    b_cands = [j for j in neg if inside(j, 0.05, 0.30)]\n",
    "    c_cands = [j for j in pos if inside(j, 0.15, 0.55)]   # 15–55 % RR\n",
    "    d_cands = [j for j in neg if inside(j, 0.55, 0.85)]   # 55–85 % RR\n",
    "    # ----------------------------------------------------------------------\n",
    "\n",
    "    # fallback if NO b-dip detected\n",
    "    if not b_cands:\n",
    "        lo_b, hi_b = int(0.05*RR)+a_idx, int(0.30*RR)+a_idx\n",
    "        b_cands = [lo_b + np.argmin(apg[lo_b:hi_b])]\n",
    "\n",
    "    # fallback if NO d-wave detected\n",
    "    if not d_cands:\n",
    "        lo_d, hi_d = int(0.55*RR)+a_idx, int(0.85*RR)+a_idx\n",
    "        d_cands = [lo_d + np.argmin(apg[lo_d:hi_d])]\n",
    "\n",
    "    if not (b_cands and c_cands):\n",
    "        continue\n",
    "\n",
    "    b_idx, c_idx, d_idx = b_cands[0], c_cands[0], d_cands[0]\n",
    "    b_val, c_val, d_val = apg[b_idx], apg[c_idx], apg[d_idx]\n",
    "\n",
    "    # 3-point sanity score\n",
    "    score = 0\n",
    "    if b_val < 0 < c_val and d_val < 0:            score += 1    # polarity\n",
    "    if 0.05 < abs(b_val)/a_val < 3.5:              score += 1    # amplitude band\n",
    "    if 0 < (c_idx - b_idx) < 0.50*RR < (d_idx - b_idx): score += 1  # ordering\n",
    "    if score < 2:\n",
    "        continue\n",
    "\n",
    "    feature_list.append({\n",
    "        \"a_idx\": a_idx, \"a\": a_val,\n",
    "        \"b_idx\": b_idx, \"b\": b_val,\n",
    "        \"c_idx\": c_idx, \"c\": c_val,\n",
    "        \"d_idx\": d_idx, \"d\": d_val,\n",
    "        \"b/a\": abs(b_val) / a_val,\n",
    "        \"d/a\": abs(d_val) / a_val,\n",
    "    })\n",
    "\n",
    "print(\"Extracted beats:\", len(feature_list))\n",
    "if not feature_list:\n",
    "    print(\"No valid beats found — consider lowering prom_* further or inspecting the trace.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "78fb9fe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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aQTzVYRWwr4a5hf0LP/oIePJJlj/z2FBFREREAlbsvba9ELc9MTm7VatWUW5nfgW/xgYoJUqUQJcuXfD000/HmXMhvmHHkaPxul+Re4/i3ntZepjNC4GGDYH69YG9e90+RBEREZGA51MrFQwaYsorZ3J19G7a4tvOnAGGDweGzcoDPHv7+48bmQc1CrNCAfDuu8AHHwDffw/89BPQuzfQtStzaDwxchEREZHA41MrFRIYPvsMuOMOYOBA4PK2qkhxKb/JnYhJEIJQIGMBVC1Y1XzOSsCDBgEbNgA1awKXL9tBBVcxli3z8C8iIiIiEiAUVIjX4CIU24a0a2evVJQuDcyeFYJpLUaZkIIBRGSuz0fWHYmQ4Kj9KkqWtFcpJk8GcuUCtm8HHnkEaNOGuTke/bVERERE/J6CCvGagKJXLzYktD/nKgVXGxo1Ap4u1ciUjc2XMV+U78mfMX+c5WSZpP3cc8C2bXagws/HjgX69PHEbyQiIiISOHwqp0L8N6BgzgNzKIgfO3WKeh8GDk8Wf9JUgzp6/ijyZMhjtjxFX6GISebMwCefABUqAC++aG+P4ipI8+Zu+oVEREREAoyCCnEUtyJ17Ggf9BM/clUhJgwgahS2y8YmRosWwObNwNChQOvWwF13AQ88kOgfJyIiIiI3aPuTOBpQvPaaHUhwa9KXX8YeUCQXrlKwbyITuNnH4vBh9z6eiIiISCBQUCGOCAsD2G6EgURwMDBxIvDyy+5/3JAQYOpUoFQp4OhR4KmngEuX3P+4IiIiIv5MQYU4skLBrUhffWUf5E+ZYn/uKRkzAuyLmC0b8Mcf9laoGNqfiIj4jatX9TonIu6loEI8jluQuFqQIgUwcybQtKnnx1CkCDBrFhAaCkybBgwe7PkxiIi48+TN+vV2M9AqVXgyJRStWj2KF18MwYQJwIEDTo9QRPyNErXFo5YvB/r2ta9//rldMtYpNWrY+RzM62A5W1aEYp6FiIgvOn0aWLIEWLgQWLQIOH488leDcPp0anMShRe6806gVi27h0/t2kCmTA4NXET8goIK8Ri+wbGMK8+gtWwJvPSS0yMCXn0V2LTJDi7Y04K9MYoWdXpUIiIJy1F75x1gyBD7ukv69HbA8NhjQPXq1zBr1u/4778HsWJFCNauBXbtsi9jxtjbQWfMsO8vIpIYCirEI/hGx4Di2DF7ReDTT+E1RowANm4Efv4Z6N4dmD3b6RGJiMTP2bP2CZHvv7c/ZxGKevXsQOKhh4CUKe3br10D7rnnJOrVC0eKFCHm+/ia99NPwHffAXv2AHXqAO+/b/cNYkU+EZGEUE6FeAQ7ZC9bBqRLB3zzDZA2LbwG8yoY5LAK1Zw5wMqVTo9IROT2duwAKla0A4rUqe2iF+zFM2wY8PDDNwOKmHCrU4MGwKhR9motV4+5iswTK8xzu3DBk7+JiPgDBRXidkuXAgMG2Ne5zF6yJLwOV09eecW+3rmz/eYqIuKtmDNRoQKwfTuQPz/wyy/2anBipEkDjB8PfPbZzQIalSrZW6NEROJLQYW41ZEj9tI8SxmyD8Xzz8Nr9e8PZMgArFtnn/ETEfE2fC3lSgSbeHILEys7sTR2uXJJ+7nc7tS2LbBiBZA7t716Ub78zW1VIiK3o6BC3Ob6daBZM+Cff4AyZYCPPoJXy5nTrgJFb70FXLzo9IhERG5io84XXrC3KHE1lSdqmBORK1fyPUblynYpWn5k0FK/vr19VT0uROR2FFSI27B0LPMTWIGEeRRcYvd2HTsChQoBhw8DH37o9GhERG4mWjP5mquobBrKinVffAGkSpX8j5Unj13+mysXDCZYWYqrIyIicVFQIW7Bs2dsckdjxwLFisEnMNmRZRmJVVC4fUtExGlcnWC1Jm7RZC+Kdu3cW6GJSd7MsWB1PNfqLV/XRURio6BCkt1//wFt2tzsA/Hss/ApTZoADz5ob3/q3dvp0YhIoJs+HRg50r4+aRJQs6ZnV2/ZU4jbrfhavn+/5x5bRHyLggpxy7anvXuBggV9c8mcZ/9cZ+cmTgT+/NPpEYlIoGKJWOZOUM+ewJNPev71kCW3mQh+6hTw9NPA5cueHYOI+AYFFZKsWIXEdUA+erS9VO+LuFLBWu3cT9yli5IURcTzzp0DGjWyV3/Z6ZoJ005gPhybgrLrNqvjceuVXhNFxGeDin79+iEoKCjKpUSJEhFfv3z5Mtq1a4ds2bIhffr0ePrpp3H8+HFHxxyIiYQ8o8ZlclZ9YldXXzZ4sJ0EyYTFBQucHo2IBBIetHPbERvcsQ/FtGl2o06nsIAFt2GxSSh7Wnz5pXNjERHv5DNBBZUuXRpHjx6NuPzCbj83dOrUCQsWLMA333yDn3/+GUeOHEEjnuIRjxk+HNiwAcia9eb+X19WuDCfV/b1rl2Bq1edHpGIBApWn5szx25GN2sWkCOH0yMCatW6WYCjfXtgzRqnRyQi3sSngorQ0FDkzp074pI9e3Zz+9mzZzFu3DgMHz4cDz/8MMqVK4cJEyZg9erV+O2335wedkDYuZOrSfZ1bn9izwd/wIonfDPn78cqViIi7sYGdD162NdHjQIqVoRXVaHi+TquTDO/QhsCRMTFwcXUhNu5cyfy5s2L1KlTo1KlShg8eDAKFiyIdevW4dq1a6jF0yg3cGsUv/brr7/iQW6Qj8GVK1fMxeUcN7CabTzXzEXi5pqjq1evoU2bEFy+HIxatcLRtGmYecPxB9xL3KtXMN58MwTDh1to1eq6qRHv1Fzreel+mmvP0Vzfij1ynn02FOHhQXjuuXC0bp08r6fJOdfsj7F5cyi2bw9CkybhWLQozNGtWd5Gz2vP0Dx7TnznOMiyfCPd6ocffsCFCxdQvHhxs/Wpf//+OHz4MDZt2mS2Pb300ktRAgSqUKECatasiSGuxgMx5Gnw50Q3depUpE2b1m2/i79ZsqQgPv30PqRMeR0ffbQcuXP7Vyvqy5dD8PLLdXDhQkq89dYaVKx4zOkhiYgfCgsLQq9eVbBtWzYULnwWQ4asQqpUYfBGhw6lR7du1XDpUgo8++w2NGu23ekhiYibXLx4Ec2bNzc7gzJmzOj7QUV0Z86cQaFChcyWpzRp0iQqqIhppaJAgQI4efJknJMmNyPXGTNWonPnR3HmTBCGDAlDp07h8Edvvx2MDz4IQfXq4ViyJMyRuV6yZAlq166NFNxkLW6jufYczXVUn34ajE6dQpApk4Vff72OO+/07rmeMSMIL7wQilSpLPz5Z/KO15fpee0ZmmfP4fExUw5uF1T47IJl5syZUaxYMezatcs8oa5evWoCDd7uwupPzL2ITapUqcwlOj459QSNn7Fj7zEBBWuYd+4cgtBQB/YGeUCHDnauyM8/B2Pz5mCULevMOPTc9BzNtedoru3cBPb4oSFDglCyZAqvn+vnngMmTwZ+/DEIXbqkwPffu7fLt6/R89ozNM/uF9/59alE7ci4FWr37t3IkyePSczmL/zTTz9FfH379u04cOCAyb0Q91iwIAirV+dDSIhlkpj9eU9tgQLAM8/Y1119OEREkjMBmml95cvfbHbn7RhAfPwxkDIltygD8+c7PSIRcZLPBBVdu3Y1pWL37dtnqjo1bNgQISEhaNasGTJlyoTWrVujc+fOWL58uUnc5nYoBhSxJWlL0rAZE5OX6c03wx07c+9JrvKyrBd/TGkVIpJMVq0Cvv7aPkj/7DM4Ugwise66C+jWzb7esSP3Xjs9IhFxis8EFYcOHTIBBBO1mzRpYprcsVxsjhvFu0eMGIEnnnjCNL2rVq2a2fY0h0W+xW2N4Q4eDEKOHBfRp49/5lFEV6ECwIUvFkHgG7+ISFJdv253qKY2bYAHHoDPefttoGBB4MCBm30sRCTw+ExQMX36dNPQjonVDDD4edGiRSO+zjKzn376Kf7991/8999/JqCIK59CEo89G4YNs6+3br0JgVQoy7VaMXo0cOmS06MREV/36afAxo1201BfPSDnewD7aRDfG9gFXEQCj88EFeIdWCuMS9zsLl27djgqVjyKQNKwIVCoEHDyJEsPOz0aEfFlR48C77xjX3//fSBbNvisJ58EHnvMfm944w37vUJEAouCCkmQb7+1E/JYCGDEiLCAq/TBZHS+YboStvXGKSJJTc7m1srWreHT+F7w0Ud20vbixcDcuU6PSEQ8TUGFxBu3+7z5pn29SxegWDEEJL75p0vHjrLA0qVOj0ZEfNHKlXY5Vh6McwtUsB+8G7NPRY8e9nW+V7Cgh4gEDj94GRNPYQ/BffuA/PmB3r0RsNgKpVUr+/rIkU6PRkR8DYs9uJKzX3nFLiPrL3r2BAoXZiEP4N13nR6NiHiSggqJlz177D2/NHy4faY+kLEZHs8wLlwIbNvm9GhExJd88gmwaZOdQ/Hee/ArkZO2P/xQr48igURBhcQLl7KvXAEefhho3Njp0XjHMn/9+vZ11xuoiMjtHDlys3O2rydnx4avjY8/bq/IuLbMioj/U1Aht/X99+yebScp8wxboCVn36687FdfAf/+6/RoRMQX9O8PnD9vJ2e7tlH6G75H8GQL3zN+/NHOHxER/6egQuJ0+bJdQpZ4xqlkSadH5D2qV4fpJM4E9i++cHo0IuLtdu8Gxo+3r3/wgX8kZ8eGbaReftm+zhw8VcoT8X9+/JImyYFvfHwjzJPnZj11uXk2zrVaMWYMEB4YjcVFJJH69bM7aD/6KFC1Kvxer15AqlTAqlWqlCcSCBRUSKz277/Z4ZXBRYYMTo/I+zzzDJApkz1XK1Y4PRoR8VYsQT1lin3d35KzY8NKga+9Zl/v00erFSL+TkGFxIpn4bm1p1o1oFkzp0fjndKkAZo2ta9PnOj0aETEW7kOqhs1AsqVQ8BgiVlWhFqzxs7PExH/paBCYsTkOnZEDQmxGzMpOTt2LVvaH2fNsrvjiohE9scf9uspX0cHDEBAyZ0baN/+ZmClbaIi/ktBhdyCpWPfeMO+zo933+30iLxbxYpAiRL2qs433zg9GhHxNq5moc89B5QujYDTvbu9ffavv+zgSkT8k4IKuQWb2+3cCeTKZScWStx49tG1WqEtUCISGcupcuWX5VUD9fWUvThcRS1Y8CMszOkRiYg7KKiQKA4cAN5992ZyNpOQ5faef94uD/nLL8CuXU6PRkS8AXMoWAGJWre2y6wGKgYVWbIAW7YA06c7PRoRcQcFFRJFly7AxYt2uUMu1Uv85MsH1KlzsxmeiAhXKHiigWVVXVugAlXmzEDXrlFL64qIf1FQIRFYR5zJxkzOVufshHvppZtBhZb3RQIbVylcgcTrr9vlVQNdhw5A9uz2au7XXzs9GhFJbgoqxLh69WaFjnbtgDJlnB6R72nQwD4bd/AgsHy506MREScxIXndOiBdOrusqgDp0wNvvWVf79/fLgoiIv5DQYUYI0cC27cDOXPaL/aScKlT3+znoYRtkcDFlUrXKgVzCfi6Kra2bYE8eez8vXHjnB6NiCQnBRWCQ4du1k4fOtQ+2y6J46oCNXs2cPas06MRESdMnQps3Wq/ljJPTaI2DHUlr7Oz+OXLTo9IRJKLggoxyXP//QdUrgy88ILTo/FtDzwAlCplv1HOnOn0aETEiVWKgQNv9mfQSZpbvfwyUKAAcOSIVnVF/InPBBWDBw/GAw88gAwZMiBnzpx46qmnsJ37dSKpUaMGgoKColxee+01x8bsC5YsAWbMsMuhsnM2P0riqWeFSGDj6yn7/GTNejNPTaJiNaxu3W6ujqsSlIh/8JlDyJ9//hnt2rXDb7/9hiVLluDatWuoU6cO/uMp9kjatGmDo0ePRlyG8hVLYsSpe/VV+zrf/MqWdXpE/tWzYvVqYMcOp0cjIp4SHm5v6XHlUrCLtMSMfTty5AD27rUDMRHxfT4TVCxatAgtW7ZE6dKlce+992LixIk4cOAA1rG8RiRp06ZF7ty5Iy4ZM2Z0bMzerm9f+wWdy9CuhneSdExCrFvXvq7VCpHAMWeO3dyNTUPfeMPp0Xi3tGmBN9+0rw8ebAdkIuLbQuGjzt7Igs3KNeZIpkyZgsmTJ5uAon79+ujTp48JNGJy5coVc3E5d+6c+chVEF782bp1QRgxIoQbdvDxx9eROrWFhP7Krjny97lKjBdeCMLChaH4+msL77xz3fT+SArNtedorj3Hn+aaB8UDBvAtNQjt2oUhbdrwBL+mBtpct2kDDBkSis2bgzBv3nXUr2/BH3jjXPsjzbPnxHeOgyyLLXoS5syZM5g1axZ2796Nbt26mQP79evXI1euXMjH1sJuFh4ejgYNGphx/MJ2pTd88cUXKFSoEPLmzYu///4bPXr0QIUKFTCHp49i0K9fP/SPoX7q1KlTYw1E/MH160Ho1q0a9u7NjKpVD6FLl6irPZJ0164F46WXHsWFCynRt+9q3HffCaeHJCJutGZNbgweXBGpU1/Hl18uRoYMOtCJj0mTSmL27GIoVuxfDBmySk1XRbzQxYsX0bx5c3NCP64dQAkOKniwXqtWLWTKlAn79u0zydJFihRB7969zXakrz3QJrNt27b44YcfTECRP442pcuWLcMjjzyCXbt2oWjRovFaqShQoABOnjzp19umhg0LRq9eIcia1cLff19PdA11Rq7Mb6lduzZSpEiR3MP0eR07BmP06BA0aRKOyZOT1mJbc+05mmvP8Ze55rtopUohWL8+GN26heG997xvL4+3zvXx48Bdd4Xi8uUgLF58HTVq+P5qhbfOtb/RPHsOj4+zZ89+26AiwdufOnfubHIbmADNSkwu9erVM1GMu7Vv3x7fffcdVq5cGWdAQRUrVjQfYwsqUqVKZS7R8cnpr09QViVxlTscPjwI+fIl/ff05/lKilatgNGjgfnzg3HxYrDZZ51UmmvP0Vx7jq/P9Q8/AOvX23kC3bqFIEWKJO53DKC55ts4k7ZZfXDo0FDUru30iPx3rv2V5tn94ju/CU7UXrt2LV51lQyKhNuejh07BnfhggoDirlz55oViDvuuOO23/PXX3+Zj3mYOSvmbBr/dOyhUKsW0KKF0yPyb+XKASVLckWMgYXToxERd72uuk7UsII5KxpJwrC8bGgosHQpjzGcHo2IJFaCgwqe2XclNEe2Y8cO5HDjqynLyTIBm/kOXCFhAMPLpUuXzNeZ3zFw4EBTDYrbsr799lu0aNEC1apVQ5kyZdw2Ll8yYQKwfLnd0fTzz+2eCuI+nN+mTe3r06c7PRoRcYdly4BffwVSp7YbiUrCFSoEPPfczUpQIhIgQQUTpAcMGBCRCc4Gc8ylYFL0008/DXcZPXq02cvFBndceXBdZtwocJ0yZUosXbrU9K4oUaIEunTpYsazYMECt43Jl3ARqUsX+/qAAUCRIk6PKDA8++zNJoMnTzo9GhFJbq5VClYy0qJ44vXoYZ+ImTvXLssrIgEQVHz44Ye4cOGC6WrNVYLq1avjzjvvNKsH77m6/rhp+1NMF+Z3EBOs2SDv1KlTuHz5Mnbu3GnyPvw54TohOnRg1S7g/vtv1gYX9yteHLjvPrtj7OzZTo9GRJLTqlVszMqTWkD37k6Pxrdxq2jDhvb1IUOcHo2IeCSoYNUnZttzBeCjjz4yeQ4LFy40B/Tp0qVL1CDEvXjm55tvYHoljB1r710Vz9EWKBH/XqV46SU74ViS5q237I9TpgD79jk9GhFJqEQfXj700EPmIt7t0CHg5Zft69z+xLPm4vktUFza5xnNI0eAvHmdHpGIJNVvv9nbGnmSpmdPp0fjH8qXh6n+xHn94APgk0+cHpGIJHtQwRWJ+OrAfTbiFcLCgOefB/791972xFwKcSYJsXJlYPVqe8WoY0enRyQiybVKwSp6hQs7PRr/8fbbdlDBVfXevYHcuZ0ekYgka1AxYsSIKJ+fOHHCdNfLnDmz+ZydrdmBmnkWCiq8B1NceHY8fXp7600MLTnEg1ugGFTw76CgQsS3/fEHsHAhEBx8c8uOJI/q1YEHH7RXgng+c9Agp0ck4qyDB+2y9JUq2aXqfT6nYu/evREXJmOXLVsWW7duxb///msuvH7//febkq7iPQmE/fvb1z/7jB1LnR5RYHvmGfsAhG+Ue/c6PRoRSQrXWx3LoN55p9Oj8S+sAOUK1NgQ7+xZp0ck4vneNxs32q8zDCIKFgTeeAOYOBH+l6jdp08ffPzxxyjOsjY38DpXM3pzrVIcx+1OfLMLDwdeeMG+iLO4hF+jhn39RhVkEfFBf/4JfPutfZKgVy+nR+OfnngCKFUKYEss9lQSCYTt6qtW2bmvPFHB9mrvvAOsX28H2kxh9oWc2AQHFUePHsV11seMJiwsDMePH0+ucUkSItzWre3lMq5O8EyPeAdVgRLxn1UK/n+OdG5NkhEDNleJXu6+vnzZ6RGJuMf588CoUfbxWrVqwPDhwJ499nb1+vWBcePsPmMMOFq1gv8FFY888gheffVVrGf4dAO7WLdt2xa1atVK7vFJAo0eDcybB6RIYR+8Zsjg9IjEhb0hWSlmwwZg61anRyMiCfX333aJbp451MK8ezVrxv5T9gHVpElOj0Ykee3fb69KsBQ1e4dxWzTTlLmzhD2t2CyXK6IMJHLmhM9IcFAxfvx45M6dG+XLl0eqVKnMpUKFCsiVKxfGslyDOPqG17mzfX3oULvik3iPrFmBRx+1r2sLlIjvrlI0aWI3axP3YUPByO9n3B4i4ut+/dV+/ShSxF6V4BY/rniOGQMcPgx8/TXQqJFdYMcXJTioyJEjh2l2t23bNnzzzTfmwkRt3sbqT+KM//6zl+OvXAEef1wVhnxhCxS3qomIb9i0CZg1y76uVQrPYI8lnozZtQuYM8fp0Ygk3ooVdl4Ey8uztDxzXrm55/vvgS1bgFdfBdKmReA2vytWrJi5iPN4cPr66/aWmjx5gAkT7OV58T4NGgCpUwPbt9vboMqWdXpEIhLfEt2ubYx33+30aAIDz9ay6g0rGQ4ZAjRurPc28b3y0716AYsX31yBY/8wbnm65x74nQQHFa1ukynC7VHiWX362EtmISHAlClcTXJ6RBKbjBntlSTumZw2TUGFiC/gCRvXlkW+3orntG8PDBvG3E3gp5/ss7sivvCa0aeP/V5PzHN95RU7wODJX3+V4KDi9OnTUT6/du0aNm3aZBrgPfzwwwgErHTF39sbMIiYPNnu2vzuu3ZzFE9VyuAchIaG4vLly2ZOJGYpUqRACCO+SFug+ELDLVDvv68zbyK+sErBFeGnngLuvdfp0QSW7NntbVBshMfXSwUV4u0J2P37A199ZW9x4vs7VyZ42x13wO8lOKiYy9IX0YSHh5vqT0WLFoU/sywLx44dMwGUN7h4EciXz07wYdWATJk821iN88Gk/YMHDyJIR8ZxYvd5zhXniSsVXNY/cMBuhsdAUAJYeBhwYhVw6SiQJg+QoyoQfDMIFWft2GGvKpJWKZzBhG02ceVKBbeTlC/v9IhEomLC9XvvASNHAlev2rfxJARP9pYujYCR6JyKyIKDg9G5c2fUqFED3V3Fpf2QK6BgQnratGkdPZBmYva+ffZZnCxZgLx5PX/Gm8HkhQsXkD59evMckJgDr4sXL+Kff/4xn+fJkwdp0tgvNlxh4mqFgooAdnAOsK4jcPHQzdvS5gfKjQIKNHJyZHIDDxR4xpEN2VRRzxlciW/e3N7my9wKJrqKeANu0mAvCRZvOHHCvq1mTWDwYKBiRQScZAkqaPfu3TE2xfMX3N7jCiiyZcvm+AoFz3JzOZ4rFCxN5kR8w6Di6tWrSJ06tYKKOKRhFAGYwILPH26F4hYoBhUzZ9pl5SLtjpJACihWNWboGfX2i4ft26vOUmDhMFYd4hZTYndbcQ7PVzKo4NZRrh6pTow4jStnXEVjOX8qVsx+P69XL3C3NSc4qOCKRPQzseyy/f333+PFF1+Ev3LlUHCFwkksGbtzpx0dcwuNUwGFJIzrecPnEYOK2rXtFSY2dvr5ZyBA0pEk8pYnrlBEDygM3hYErHsTyPektkI5aNAg+7X2sceABx5wejSBjVtI2GF4wQI7cfvLL50ekQQqHoN17Wo3pyO+l/fta1fhZEJ2IEvw6eU///wzyuXvGyHahx9+iJHcTObnnNzyxIUgPpkZ3/Dk9513cuuZY8ORJDxvWFaODW5IS/kBiDkUkbc83cICLh7EwI6rzLYPVg1ZulS9TTxp9277zDhplcI79Oxpf+Tf5cgRp0cjgebsWTuYYIDLgII7DFjymMdl7A2WIsADikStVCxfvtw9I5E4MZDgUjwrO/GA9K67gNBk27wmTmBXTe7F5HL+xx/r7xlQmJQdD1vWHcX0X+3rPDPLzqtt2wJcFObWR3EfJmVzleLRR4EHH3R6NEJsHMYGYr/8Ym8z+eADp0ckgYCvA+z/9fbbN/MmuMWJz7+SJZ0enXdJ8Hlulo2NqfrRuXPnAqakrBM5FKx5zORsRsYMKBhYJNSvv/5qtt48zvJD0ezbt8+cTXddmDdSp04dsxoV2a5du0yvkoIFC5pcgVKlSqF27dqYMmWKX+fUxKVfv34om4iGE0zmYnoOX6S4BUoCA+vtDxgWv0LlTz+fx1QTYSCRIYPdNJFNk1iYoU0brhy7fbgBifPqqvjEhEvxHm+9ZX9k1cOTJ50ejfi7VavsrY98veV7NU/sLFxod8JWQJEMQcWKFStMcm507FWwirMvyYptQbZts0uUpUoFlChhb31KjHHjxuGNN97AypUrcSSWteOlS5eaHJkff/zRVHZ67LHHIoLI33//Hffffz+2bt2KTz/91Gx9W7BggQkyRo8ejc2bNyflVw04XCpt2NC+ri1Q/o/bl3jeheUw+4+uioOn8iPcim07ZRCQtgAav1bVLKuznObhw8Do0XY350uXgLFj7WpErB62YoWHf5kAOXBlQYX77nN6NBIZ81v4vOdJtgDYcS0OYTEc/v+vVs0+ycCS/Vwd27jRfg5KEoMKHkC68ie2bNkS8TkvPJvNA9Z8bJrgBXjAW7hwYVOVqGLFiuZg2Ndw7zSP+7mvl+UM2YmZUXFiAwoGCDNmzDD9RLhSMXHixBjvxxUK9lMoX748PvjgAxw/fhxr1qwxCfktW7ZEsWLF8L///Q/169fHXXfdZXqTNGvWDL/88gvKlCkT6+PPmjUL99xzj1nd4GPUqlUL//Fd4YaxY8eiZMmS5m9WokQJfMajqEhWr15tVgP4dY5t3rx5ZkXlr7/+igh2+TmDofvuu888DlfOWHHphx9+MD87Y8aMaN68uSnxGrmC1eDBg3HHHXeY77n33nvNWF1cP/enn34yj8uE68qVK2M7TxkDZh779++PDRs2RKzyxDa3sW2BIm6BCtCFHr/H/8usVc7kfO4e5Ta35s+FIKzsKASbmCJ6YHHj83IjoyRpc6XitdfsSiM8f9OsmR2YstcJg5V+/exlekka/o1+/NH+Ow0c6PRoJDqmp7F8J3HbqJe0jRI/wcMSvpbyBO6MGfbzjTltrDjWqZPyJm7LiqegoCArODjYXHg9+iVt2rTWuHHjLKdNnz7dSpkypTV+/Hhr8+bNVps2bazMmTNbx48fv+33nj17lmmQ5mN0ly5dsrZs2WI+utv165a1a5dlrV1rXw4csKzw8KT9TP5typcvb64vWLDAKlq0qBUe6Yfu3bvX/O5//vlnxG3r1683t3377bcR16dNmxbx9bCwMOv06dPmY1yOHDlihYaGWsOHDzeP8/fff1uffvqpdf78efP1yZMnW3ny5LFmz55t7dmzx3zMmjWrNXHiRPN1/j34+fPPP2/+pgsXLrSKFSsWZbzLly83nz/44IPWL7/8YsZ75513WtWrV7fq1KljPl+5cqWVLVs26/33348Y27vvvmuVKFHCWrRokbV7925rwoQJVqpUqawVK1ZE+bkVK1Y0t/Hxq1atalWuXNl8/eLFi1aXLl2s0qVLW0ePHjUX3hbf58+1a5aVLRsPOy1ryZLY5/Dq1avWvHnzzEdxr+Sca/7XeOMN++/Ly2uv2f+fIxyYbVlz81vWFNy8zC1g3x4Px45ZVqtWN39+zZqWdfSo5TO87XnNl8QKFey5fP11y69421wn9f/V3Xfbf6f+/S2v409zHUiv1ZMmWVa+fDdfT6tW5XFQsgzV58V1fBxZvIOKffv2mQNCBhBr1641n7suPGi8ziNhL1ChQgWrXbt2EZ/zgDdv3rzW4MGDkz2o4BvQhQvJezl1yrJ+/92yVq60rFWrOO8x3y+hQQYPgkeOHGmuX7t2zcqePbs5YI4tqGCw0LBhQyt9+vTWsWPHTLDGr/Pg3IUH0OnSpYu4MFCIybp168z38rkSEwY4U6dOjXLbwIEDrUqVKpnro0ePNsFA5Ln/8ssvYwwqli5dGnEf/s15G4MFl1dffdV69NFHzfXLly+bYHj16tVRHrt169ZWs2bNYv2533//vbnNNZ6+ffta9957rxWXuILSNm3sF7BXXon9+/Um5TnJNddXrlgWn0auN6iPPorljmHXLevYcsvaO9X+yM8TiG+G6dLZj5MzZ9wBqjfxtuf1rFn2HKZN61vBmS/OdVJNn27/rbJk4Xu35VX8ba69VXLN8//+Z1kPPHDztbpQIcuaMSPpJ3MDMaiId72ZQmxpeWO7iLdirse6devwlmtD7I1u39xqwyTl6K5cuWIukZPNXb0EXH0pXPg5gzD+/q454DJZxozO1HQ9dy4c6dLF777cqsMtYLNnzzZj55w0adLEbDmqxg2Dkf6u3NrDr3NrUpEiRTBt2jTkyJEj4uuRf/+sWbOa/Ix06dLhkUceMXMZ0/OD2574dX5k8jcTuxs3bowsWbKYx2HjxNatW6MNM6FuYNJ3pkyZzM/btm2b2VqVMmXKiJ/PrUiRx+O6/e677464znFzuxK3wrluY/M5zgU/37Fjh9kKxfFEfx5xC1VsPzdXrlwRHdaZsM7nReQ5jAm/xvu5+lRE1qhREL78MhSzZ1sYOfJ6jFWgXM/H6M9LSX7JMdd8bXj22RAsXhyM0FAL48eHoWlT/v1j+YasVW5eDwu3Lwnw7LPAvfey63AoNm0KQp06Ft56Kxx9+oR7dWNFb3pec/vh22/zP18QOnYMQ7Zs4bH/vXyQN811cnjySTYbC8WOHUH4+OMwdO/uPccm/jbX3iqp87x/P9CrVwhmzrSP49Knt9CzZzg6dAhH6tTakhxZfOc4XkHFt99+axJ2U6RIYa7HpUGDBnDKyZMnTedr10GfCz/ngWl03EvP/fDRLV68+JYmd6GhoSbXgLkJrkR1OyXAmbqODIDiu3+aSdQ8SM+fP3/EbTzATZUqFd577z1z8M7fi5gbw5wGBgy83fVYeVluBjA5DMyjcGHgQQxEmKzvCsyi++abb0xuBksSf/TRR+jdu7dJCnd1m2aPE1eg4MKDb/48zjfHH/lnu8bLoIS3u/IkIo+BQQ7/bpG/jz+L/zl4G/NFiLkmefJErcbDACa2n+u6jZ/zwsfh8y623931uJcuXTJBWPQqWWFhQciY8VGcOpUKQ4euRdmyN2rWxWDJkiWxfk2SV2Ln+ty5FHj33QexY0dWpEp1HT16rEXGjP+YiiHu1qdPMMaOvQdLlhTGoEEhmD//NLp0WYesWS/Dm3nD83rx4kLYsaMsMmS4gnvuWYqFC/3ziMIb5jq5PPZYfuzYUQ5Dh17HnXcuQerU3pVU5E9z7c0SOs8XL4Zizpy78O23RXH1ajCCgizUqrUfzZtvQ5YsV7BsmduG6rMi56ImOah46qmnzFlZnuXl9dgwSZUHV76CKxqRO4TzoLBAgQLmbDqTeiPjQeXBgweRPn16kyzsSpzkikFyOnOGB5jWbZvapU2bMV6dtHkAO3PmTJN0Hf2MfKNGjUwn9Ndee838XlS8eHGTrBzdQw89ZIINBijsnM4ggoHJ+fPnkSFDBvM55yX6vEXGeeXl3XffNYnRDCo6depkAhY+v2Iry8pVAgYlDIJ4IVagIq6S8DFdQSDH4hoDx8PnZOQx8fsZrPC2Bx54wHzOYJRBc0xi+rl8TOKc8TZ+jeL63fn8YQDFlSHX8yeyJk14MAgcPPgg3n771v9DDIT4wsm/IYN7cZ+kzPXBg8Djj9tnT7NmtTB/PlCxYtRg2d1YUWzatOto1y4EmzdnR+/edfDjj9dNKURv4y3Pa75fvv66/Xb4zjuhaNy4DvyNt8x1cqpThx22LezZkwoHDz6Gjh29Y7XCH+faGyV0nnmyfdy4YAwcGIwTJ+wDqOrVwzFsWBjKlmWhIe8oNuSN4jppmuCgIvK2Dm/e/pQ9e3ZzwOg6A+3Cz7nKEF3kg9TI+OSM/gRlsMQDVB488+Jy43gy2dg/L/m6di9cuBCnT5/Gyy+/HLHy4PL0009jwoQJeP311yN+p+i/X2S8L//zVq1a1QRkDED4s9evX48TJ06YVYGYvpcrFKyexICCgSk/5/3Z44L352pRhw4dkDlzZtStW9ec+f/jjz/Mz2bQ9/zzz6NPnz4m+OnZsycOHDiA4aztdmM1I/KYo1+P/NHM7I1IjLdxPrp27YouXbpEBE5nz5411a0YILiCp7h+Li8MkPbu3WsqoXE1iEFG9OcV78fHjum5RSxdx6Bi3rxgjB4dHGuFidi+X5JfQuealdrYe4SBBQvhLV4chFKlnOlo2KKF3bCN54C2bg1CrVopTElblqP1Rk4/r9nzgNX2ChYE2rcPQYoUXrxnzMfnOjnx1+BuZ+6cHT48xPztYjhn4xh/mmtvdrt55g5lbrLp0cPu9UPs9zV0KLfR8b3ZmW3sviS+z2O/mkluWSlXrpw5gI0cBPHzSizmHoC4nYk5JdEDCldQwYN3V6ng23nwwQdNzgqDiXbt2pkVhEcffdRsHxoxYoQpVxsTHqBz20+9evVMSVpuffrwww8jVgcY8DC/g0EL8y6qV69uyrLyYN31/eyHwa1XXM3o1asX3nnnHfO1mM76J8TAgQNNwMKtcCw7y6CGqzeux44PziO/r2bNmiaPg3koCVW9OnNAgFOn7JKW4lvY6f7pp+2AgisCq1cDpUo5O6ZixYCVKwEuAPI8S40aapYXWy+g99+3rw8YwNcUp0ckCQ2gGQwePcr3O6dHI96GHQX4/soTLAwosmcHPvkEYFst3hafHR8Sf0HM1r7dnbgHPr54xtlJPMDlGebPP/8cFSpUMHv1uf2HORXRcy1iWt7hwTfPVse0/Ylno3mwmdQDWX/BgI1zxrmKbXXDXdjB+6WXXjJ/K1dehjeLz/OHPQg+/5xBFvDll7cu83LViYGZzny5V2Lm2vW3Y2DIA3cvadlj/PsvULcusHYtkDkzsGgRt2TBK3jD85pnL3nGkqs4bHvjzYntvj7X7sK2Ru3aAQUKALt28QSjs+Px57n2JnHN8549TMIGpk+3P+fbLne78/97HDuVJRHHx5HFa22eZ6Hjg9s7nA4qnn32WbO1hmeyXfv0Fy1adNuAQrzb119/bZLC2WCRjeZ69OhhKlj5QkCRkEZ4PDCdM8d+k9R7kW/gwhT/bjzjNXmydwUUlDUrExmBevXsFRSmVjFp/KGHnB6Z89il3HXObNAg/w0o/F2rVnaDSa4Ufv21fWJGAtM//9jPBW5pZA4FX5e5msVGlgw6xb3iFVTwDKsvad++vbmI/2CA6AoUWanpmWeeMZWr/Amr++bMab8ocgsUkxDFu7HLKrutEs+KeevfjLsf2SW6fn12iQcefZQJrnYn7kDWtau9da1KFeCJJ5wejSQWz0J37253PB48GGjZ0u6ILoGDBSF5/purjjeKQ5rXOW5tjKUGjLhBkvas3Giel3yjEYlF9+7dsW/fvohtRFw9i17219fxTbBRI/v6zJlOj0Zu59Ile3WJb2Dcs9u3L7waC7x9/70d+LDa0eOP21uhAhV/d26N4M7NUaO0t9rXMbjnSRlue5k61enRiKdcvx6Ezz8Pxp13snKb/XpcrhxMYQr+H1dA4QNBBZN/maTLveG88DoTbUUkaXiQSnPn2ku34r14VnTDBjuPggcxvnBmlHE4y9xyxYJn6NlAbPFiBBz2GHLVleCOXR6EiG/jc/tGIT+z/UWvn/6N57Nnz+aW+4fxxhus+gmwhRZPFDA5+5FHnB5hYEpwUMEtKB07dkT9+vVN7wBeeJ39BlwVeUQkaVugmFyrBjy+kUcxZQpwozekz2wVmTXLXhVjH09WQPnlFwQU9jzdt8+uGsS91uIfGCgyyN+5Exg/3unRiLv8/LNdMrtZs1AcOZIeOXJYpqLTli3Mq7VXH8UZCZ56Nj/78ssvTQlOds/mhde/+OILfMbsUhFJNCaKsjQpaQuUd2JZQlceRe/eduKzr2F1HAZGrArFbVzcCrV+PQICKzzdaHODTz+1t4WJf2Cfpz59bgaOXJES/7Fxo/1axfLYXI1Il87Cs89uw7ZtbPbpfNUvSURQwRJe5cvf2iGW/SHYvVlEkkZboHwjj4JvbN6eRxEXvgHPnm2vjrFZKpMabzSq91thYXZAyI+NGys52x+9+irANkPsW8FcGfF9Bw7Yyff33mtXruNW09dfhwkmmjXbnuxNiMWDQcULL7xgViui40rFc889l4ShiAhVrQqwAjKbckXq4yheoFs3gL0iuUWNeRS+XoKU+9BZBYrniU6eBGrVYrU/+C0uprNfB8us64DTPzFYdhUGHDLEfl6Lbzpzxq7qxUaeX31l51E884y9zYmrjOoU4GeJ2uyEzAu7IHNLFBugde7cOeIiIknbAjVjhtOjERcejLp2eE6aBOTJA7/AA2xWSSldGjhyxE5wZP8Gf3PoEPD22/Z1lpn0pTwYSRjuq7/vPnsFjv1HxLdwhZ5BAys6DRsGXLliV9hbs8beFnzXXU6PUJItqNi0aRPuv/9+5MiRA7t37zaX7Nmzm9v4tT///NNc/uLGVRFJ9JsisREeX1DFWdwuw+V2nil7/nnv7UeRWNmy2Q3yWD2FKxXME/G3M7xvvGFvW6tUyd4iI/6LibpcpSAenDIpX7wfX1+/+w645x72GwNOnQJKlLBvY++mChWcHqHcToKLIC7nX1ZE3IrdjtmZmWeMeRaZ3ZDFOePGAX/8YZ/V55kzf8SVF9Z253OPuRXMsWAFMjbO83Xz5tkX7sX+4gtVhwkEDIy5nY/PaRamZKdt8V48D82SwK6qh9mz28n2bdoAKVI4PTqJL720inghHvS4VitYd1ucwzP2b71lXx8wAMidG36rcGH7IIxlOVkNitWhuIXEl3H8POvpyom5+26nRySewm1uNHmy3VNGvA/7S7RqBdx/vx1QMCemRw9g1y57dVgBhZ8HFexoPGzYMNSrV89UgeK2p8gXub2w8DCs2LcC0zZOMx/5ubstWrQIDz30EDJnzoxs2bLhiSeeMFvXxHs1bWp//PZblUZ0Evfhs28Il+RZttDfcbsBt0JlzQr89hvw2GPA+fPwWV272it+3NrlKjcqgYFNDXlyhttqXCcGxDuwWCiLJTAJe8IE+2/E9zyW7GYw6A8rpIEowdufWrdujcWLF6Nx48aoUKECgtj9SeJtztY56LioIw6dOxRxW/6M+TGq7ig0KtnIbY/733//meT5MmXK4MKFC6ZRYcOGDU3uCxPsxfuwIg8PhBj7ffddkMrmOYC10MeOvbk32xe6ZicHlm5kYMGk7dWr7e13P/zgez0dxowBvvzSblLIZoVp0jg9IvE0dtdm6WQ+f7l7u2ZNp0ckbF7H1cNNm24Gfx9/bOc7iW9L8Fvkd999h4ULF6JKlSruGZGfBxSNZzaGBSvK7YfPHTa3z2oyy22BxdOuckI3jB8/3iTbb9myxVTyEu/DAyGeuWF5xJkzg9G6tdMjCrzkbK5M8AzaCy/YpX4DCReeuRWK+9LZcZuBBWvE+0pgsWKFnZxN/D/EAEkCDysIMTGfJwW4rYYVhHQu1BlcMeQWRDbeJK6GDh7Mk9W+X55bbAk+RZ0vXz5k0CnTBOMWJ65QRA8oyHXbm4vedNtWqJ07d6JZs2YoUqQIMmbMiMLcPG2ayhxwy+NJ8m6B+vHHIFy4ECCnyb3E+PHBEcnZQ4ciIPEM4uLF9laEVavsZnG+sBVvzx67LDO3WDRvDvTs6fSIxEnc9pYunV0WmqsW4llXr9qvocWL2wEFg7q2bYEdO+xmlAooAjio+PDDD9GjRw/s37/fPSPyU6sOrIqy5SmmwOLguYPmfu5Qv359/Pvvv6afyJo1a8yFrvJ/u3gtLiKxf8DVq0FYs8ZPGiP4gHPnUqJ3b/vlceBA/07Ovp0HHmBQawdX3LZQvz5w8SK8OjG7QQM7D4Zj5/Y1nZkObGySxtwaV46U3vY8h4caPDnBVSKekOAWJ56sYc8flrKWAA8qmJzNZG2e8eaKRdasWaNcJGZHzx9N1vslxKlTp7B9+3b07t0bjzzyCEqWLInTbNcsPqFZM/vjqlX5nR5KwJg0if9HglCmjF2BJNBVrGgHFlyk5r50HrRfugSv3LL23HPA5s12idy5c5VHITaWK82Zk6v2PDnq9Gj8H3vCvPmmHUQwd4IlYpmQza2UqunjvxK8n4JbaA4fPoxBgwYhV65cStSOpzwZ8iTr/RIiS5YspuLTF198gTx58pgtTz21H8BnsHpJ797A339nxz//hJn+FeI+v/8ehCVLCgdccvbtPPig3TOF/St++sn+yK0kLD/rLXr1shtlpUpl96XQ/xVxYUDMYIL5Uex/0LixOjO7C5PiX3uN26vtzznnw4fbgYX4twS/Xa5evRq//vor7mV5EIm3qgWrmipPTMqOKa8iCEHm67xfcmN1p+nTp6NDhw4mKbt48eL46KOPUKNGjWR/LHFPomG5cuFYty4Yc+daETX3JfmFhwMdOtgLuM8/H46HHlJltMgqV77ZjJE5Fuxwy5LHLLfrNPYicHVRHj9e3XflVlzFYhM8VjZj8jaDY50XTT4nTtirE1On2p8zdZNV1+rUcXpk4ikJfscsUaIELnnjureXCwkOMWVjXQFEZK7PR9Ydae7nDrVq1TKVnrh1bcOGDahevTosy8JTTz3llseT5NWkiR2Izpypd0B3mjGDTd+CkSbNNQwe7P7+Mb6Ihf/Yv4LB7r59dqDBwMLpfdsvv2xf5yIsk7NFomMAwTLD3BLHbXxffeX0iPwDK+QxkChZ0v7IKvWdO9vbnhRQBJYEBxXvv/8+unTpghUrVpi9+ufOnYtykdixXCzLxubLGHVNnisU7iwnK77vmWfCzcdffgnCodjz/SUJmLzJbWbUsOEuk9wpMePBAw/kH37Y3jvNcxMsDcmDC09j2dvHHweuXLGTyFk+ViQ2RYrY259ceRb//OP0iHx/deKZZ+xVoFOnYPLQeNKBW81YcUsCS4KDirp165rtT0z4zZkzp9mvzws7NfOjxI2Bw76O+7D8xeWY2miq+bi3414FFBKn/PmBUqVOwrKCMHOm06PxT+PG2aVIc+a0UL++us3fDutycCsUE9kZTLCqDvdOX77sua1qDCB4JpQHM2wWyS1Q6uUpt9OpE1C2rF0hjNclcebPtysUMreKuWcM1ljZiVXXJDAlOKdiOdcMY7Fx40a4w759+zBw4EAsW7YMx44dQ968efH888+jV69eSJkyZcR97rjjjlu+lwHQg8ww9CLc4lSjsPIZJGEeeugwtmzJjunT7aVlST4sdThggH397bfDkSaNtj7FR4oUdjI7yx536ABMmWJX12GSNKsvuQuL1zGA+f57+3M2z2JHXlV6kvjgATA7rbOqGbfr8LlUt67To/IdZ84AHTva+SnEwILX77vP6ZGJ0xJ8Tod78SNf7r//flOutFu3bujIZ5kbbNu2DeHh4fj888+xefNmjBgxAmPGjMHbPDUWzdKlS3H06NGISzkWSBbxA5UrH0FIiGUaOO3WifRk9dFHwLFjdmLhyy/bW80k/rhawSZ5XKz+/Xc7cZvVXtyxarF+vV33ngEFqzyxDwUvCigkIbiy5TpkYSM2X2jq6A2Y5M7/3wwiuCrI/hNcnVBAIZToheKVK1fixRdfNCVKP/jgAzz88MP4jRvp3IBbriZMmIA6deqY/hgNGjRA165dMWfOnFvuy9KpuXPnjrik4Kk0ET+QOfNVPPywvWmdqxWSPLgFwlU1iI3ubix+SgIxv8IVUHA7Evers2QnD/jZ2Tq5tqgxMXzvXoAL07/+aq9SiCQGVycLFbILDvTt6/RovBsbXrLyILcbMq+vaFG7Atz779vBvUiCtz9x69HEiRMxbtw4k5TdpEkTXLlyBfPmzUOpUqU8OqNnz56NsdkeAw5WOCpWrBi6d+9uPo8Nx86LiyvR/Nq1a+YSGT9ntSSumPAi3EdtH+C65kVix/nhPPF5FBKS8Apfrudjo0bXsGRJKkybZqF792Q6UgtwgwYF4+zZENx9t4XGja9HzHX01wC5PR6gMYF78uQgDBwYgoMHg9CmDTB0qIV+/cLw9NNWlJyH+Mw1X2b+/BP45JMQTJ5sf3O9euGYMCHMrIzozxQ/el7figfDH30UhCefDMWIERaaNLmeLGfc/W2u+f+vRYtQbN9uVx9s2zYMgwaFm0RsJ39Ff5tnbxbfOQ6yXEeGt1G/fn2zOvH444/jueeeM6sHPDjiSgBLlHoyqNi1a5fZ1sQVkjZ8xwJw8uRJfP3116hSpYrpyzB79mwMHTrUBDyxBRb9+vVDf1cZiEimTp2KtGnTRrktNDTUrHwUKFAgIo9DJL6uXr2KgwcPmsD8ehJO2164EIqWLevi+vUQjBq1DIUKnU/WcQaaU6dSo23bWrh6NQS9ev2GBx447vSQ/MbVq8FYtKgwZs0qhnPn7FOZRYqcwTPP7EDRomeQLdslxBZfX7sWhM2bs+P333NjzZo8OHXK3tsUHGyhWbOtePrpnUrIlmTz4YflsGpVfvP8HDZspdlmKnYxhPnz78SUKSVx/XowsmS5jA4d1uO++044PTTxsIsXL6J58+bmhH7GjBmTHlTwoJrN09q2bYu7IrWhTEpQwa7OQ1z7DmKxdetW0xvDhd28mcvBxm1jua4ehxYtWmDv3r1YxTW6eK5UMGhggBJ90rj6wYPCwoULI3Xq1PH8Df0bnzrnz59HhgwZ1Fn9Nvj8YTEBPr8S8/zhWYIlS5agdu3aaNo0NRYsCMZbb4Whf3+tECXF668HY+zYEFSpEo5ly8JMHfvIc63tk0l3/jwwalQwRowIxvnzN18nUqa0UKiQhQwZTqBChay4885gZM5sYckSBiNBOHv25n3TpbNQp46Fdu3CUa2aDvgSQ8/r2B0/zlKooTh9OihZXlf9Ya65xal16xAsX25H7w0ahGPMmDCv6ortD/PsK3h8nD179tsGFfHe/vTLL7+YbU9cIShZsiReeOEFNG3aNEmDZL+Lli1bxnkf5lC4HDlyBDVr1kTlypXxxRdf3PbnV6xY0TzhYpMqVSpziY5PzuhP0LAwHnAEmVUQXsTe0kOueZHYcX44TzE9txKC39u8eTAWLGCjthC8916IOsIm0o4dwIQJ9vX33w9GypRRn8NJ/VuJjbtUuSD8xht27gob5TEn4urVIOzcySdvLpN8HV3OnMCTT9qXRx4JQurUvK9eZ5JKz+uYS3Z/8onda2Hw4BCULx+CRo0Cd66/+cbuOM4qa9y0MWoUAwy+h3nn/z9fnWdfEt/5jXdQwbKsvIwcORIzZszA+PHj0blzZ3NgyQN3noHlGeuEyJEjh7nEB1coGFAwqGHSdnwOYv/66y+TSB7ouKpTtmxZ87cT38fdfPyvxp4KXISrVs3pEfmmPn14sgB44gmW63V6NP6PZziHDbMvnHeeCd2+/Trmz9+EtGnvwb59IeaMcaVKdiDBcp+JSD8SSRR2YWdlPb5NtmgBFCtml0oNtFVFloaeOPFmhSyWieZciLilT0W6dOnQqlUrc2EpWa5esMs2tzJxCepbnoZKZgwoeGBcqFAhk0dxgi0cb2CeA3311Vcm1+G+G1lWrAzFwOd2W6REfA3PHDVpYlfC4Yu/goqEW7cOpokgV3nUgdnzGCwwqTtvXguXLu1HvXqlkSKFIghxFgPev/8Gli2zA1sGGTHUg/FLq1fb/Tp4soqvi2+9xbxTuxeNSHwlaS2rePHiJhn60KFDmDZtGtyFKyFMzv7pp5+QP39+s/rgukTGBnlcyeC2p/nz55sVlZdeeslt4xJxiutpzQPjCxecHo3vcbW44XaHMmWcHo2IeEtTvBkz7H41PLhu1iz5yiF7Kxb1YTndqlXt37lgQWDFCvtkiwIKSahk2SDHKlBPPfWUW1YpiHkXTAqO6eLCnhlbtmzBf//9ZxJJ1qxZg8aNG8Mrce2f/2sZiPEjP3czVhxq3749MmXKZJJt+vTpE2X+xLewVj/rJbBh06xZTo/Gt/C/HBu18Q0zhuJvIhLg2/TYEZ4rwnydiKHHrt/YudPe+sl+HUyRfP55e6VGq9+SWN6ZdePP2LCPp0Fq1rQ3cfIjP4+hkV9y4vYwVvD6/fffMWrUKAwfPlxbw3wYl6ddNQ5c+1/l9hhHM5eCWI06Uh0IERHj3ntvFnHglqipU+F3r4N8++ducTaszJzZPsc5aRKQKZPToxNfpqDCkxg4cPWEGYqRHT5s3+7GwIKJ9CNGjDBb1thn5I033jCfi+9iMiGDi59/tpet5fZYDO6XX+ymV716OT0aEfFWzFtjXgGxa3tMFcp80T//sImqfVKFK901atirE0ks5iliKKjwFG5x6tjRPkUQneu2N99021YoVu6K3EuiUqVK2LlzpymVK75bBrF2bfu6VisStkrRti2ThJ0ekYh4s4ED2b2dfYaAp56yD8h9+fWPqxFsKcbtXdz+yVWYn37iSUenRyf+QkGFp7D2Z/QViuj/4w8etO8nksCE7a++svfESuy+/95e6ude6Z49nR6NiPhClTJXSVW+PfMkTlxv497qyBE7KOKO61On7OIUfC3s2pU9lJwenfgTPZ085ejR5L1fAjFxPbLffvvNdEZnkr34Lr5RcA/sgQPA8uVOj8Z7MWZ/5x37evv2QK5cTo9IRHwB8w3mz7dfM7hN6MEH7Y++8ro3fry9OsE6OlydYFI2S+WWLev06MQfKajwlPg24XNTs74DBw6YZoXsLcLyvx9//DE6cjuW+LTUqe2yh+RKLJRbzZ0L/PknkD490K2b06MREV9SogRPxAElS9opkKyYxPwsb7ZvH/Doo3Y+yNmzwAMP2Hkh3AKaMqXToxN/paDCU1gEmpvgI+U1RMHbubGR93ODFi1a4NKlS6hQoQLatWtnAopXXnnFLY8lzmyBYp4/3zwkKm4LYx12V9oSS0aKiCQEizT+739A9ep252nmWnjjiZwrV4APP7S7gTPw4Ykn5k6wuV2gdQgXH+ioLYnEbUajRtlVnhhARE7YdgUaI0fa90tmK1iY/4bRo0cn+88XZ/EMFM+gbd1qN8NjVQ+5iXOyaZO9TaxzZ6dHIyK+KksW4McfgVat7DKz/Lh/v33SIrbzhZ48eTJ9ul3VjqsUxHOU48bZPY1EPEErFZ7EOm7sVJYvX9TbuYLB2/l1kQTim5lrtcIbz5w5id1w+/Wzr3fpYh8UiIgkFstRs5+DqykeG2jy9ffqVefGxApOPLn03HN2QMHKdgwmeD5RAYV4koIKT2PgwP/1zKrlqQ5+3LtXAYUkCTuhcpHr11+B7dudHo334H8xzkfWrHZFZxGRpGLFpPfeAz7/3H7dZfU9botizyBPYsL4Y48BtWrZ+RIZMtjjYqdsrqKospN4mp5yTuCrEDvOMMOWH1WBSZKI+f1169rX1bPCdu2afRaRuncHMmZ0ekQi4k+YlrhggV0AgoncfDt/+GE22Lz9XqjwsHDsW7EPG6dtNB/5eXy3OXFlguVhWcFp0SK7qlOHDsDu3fYKCstmizhBORUifoJL8OzF8PXXwLvvKlblPLDTeI4cQLt2To9GRPwRVwqYzzZ4MPDll/bmg+XLQ3HvvZWQJUsQqlW79Xu2ztmKRR0X4dyhcxG3ZcyfEXVH1UXJRiVjfByuPnBFhFuvWELc5dln7dWJokXd8uuJJIhWKkT8RP36QLZsdqMjby936G7c38xuuMRGdzyTKCLiDkyL/PRTYNcue/UiNNTChg05Ub16qFlBZqDBilGugGJm45lRAgo6d/icuZ1fd2E1PwYqVarYDfgYPDCgYNGJ114D1q2zk7MVUIi3UFAh4idYe5xL4hToCdtjx9pVWbgtrG1bp0cjIoGgYEE7z2LLluuoVWs/QkIsUy2KW6K4/bJQgXBMar4oSvHHCLzNAqa2WISaNcJRqJBdWIJBCsvBMj+CqyIzZgDHjrGSI3D//Q78kiJxUFAh4kdcVaDmzQNOnkRA+u+/m6sU3F+cJo3TIxKRQMKeFu3b/4VNm66bhGl246bgQweQ6so5xJVxEfrfOez7+YBZkWDwUbo0MHQocOgQsHAh0KSJ3XtCxBspqBDxI0zc49krbv/hGbNAxHYwPJN3xx32WT4RESdwWxJLu/L16NQp4IO+N/ZA3UaP18+b1Ynjx4GNG4Fu3exVVxFvp6BCxM96VnTqZF//5BO7u2og4Rv3kCH2da5WcEuYiIjTWNa6XI0M8bpv3WcyoFIlIGdO55vqiSSEggoRP8PlcTY/4tkx7r8NJAwozp0DypSxKzaLiHiLglULmipPse5/CgIyFsho7ifiixRUiPgZnp1/4w37+vDh9r7cQMA9xx9/bF9neUc1fhIRbxIcEmzKxhrRA4sbn9cdWdfcT8QX6Zkr4oeYS8AGSBs22OUMAwEb3V2+DFStaldJERHxNuxD0WRWE2TMF7UbJ1cweHtsfSpEfIGa3zkhPAw4sQq4dBRIkwfIUZWnMNz7kOHh+OCDD/DFF1/g4MGDyJUrF1599VX06tXLrY8rzu3fZSUo1k7nagVLGvqzbduA8ePt6++/r33IIuK9GDgUf7I4Dqw6gPNHzyNDngxmy5NWKMTX+cwzuHDhwggKCopyeZ9HD5H8/fffqFq1KlKnTo0CBQpgKOuweZuDc4BvCwM/1QRWN7c/8nPe7kZvvfWWma8+ffpgy5YtmDp1qgksxH917GgfXLPLNg+6/Vnv3gycgQYNgMqVnR6NiEjcGEAUrlEY9zS7x3xUQCH+wKdWKgYMGIA2bdpEfJ4hw81KCufOnUOdOnVQq1YtjBkzBhs3bkSrVq2QOXNmvOItdSUZOKxqfKPLTSQXD9u3V50FFGiU7A97/vx5jBo1Cp988glefPFFc1vRokXx0EMPJftjife46y77IHv+fGDkSGDMGPiltWuB2bPtAGrQIKdHIyIiEph8KjRmEJE7d+6IS7p06SK+NmXKFFy9ehXjx49H6dKl0bRpU3To0AHDuffDW7Y8ret4a0Bh3Lht3Zv2/ZLZ1q1bceXKFTzyyCPJ/rPFu3XubH/8+mv/bIbHJPSePe3rLVrYjaJERETE83xqpYLbdwYOHIiCBQuiefPm6NSpE0JD7V/h119/RbVq1ZAyUmH6Rx99FEOGDMHp06eRhf3uo+GBNi+RVzvo2rVr5hIZP7csy+Qm8JJgx39G8MVDcdzBAi4eRPjxn4FcNZCcUqVKZT4meuyx4Hy4Pibnz/VHnB/OE59HISEJz59xPR+jPy9v58EH2QwvBOvXB+Ozz8Lw1lv+9XdaujQIy5aFImVKC717X0cCpydZ51oSTnPtOZprz9Fce4bm2XPiO8c+E1Rw1eH+++9H1qxZsXr1apMjcPTo0YiViGPHjuEOttCNxJUzwK/FFFQMHjwY/VkyJprFixcjLUvnRMLghasjFy5cMCsiCZXi9B7cXFeJ3aXTe3Atzf1ITpyHNGnS4Pvvv0cLns51w/YqiRufM5cuXcLKlStx/fr1RP+cJUuWJPh7qlfPj/Xry2HkyGsoVWoJUqTwj8CCcWy3btUBZMajj+7B5s2bsHlz8v38xMy1JI7m2nM0156jufYMzbP7Xbx40fuDip49e5qVhNtt3SlRogQ6u/ZxgI2typgVCVYvYmDgOhOfUAxMIv9crlQwwZu5GRkzRi33dvnyZVM1KX369CYRPMEuFYnX3dJkKYI00R47qfi7dO/eHf369TPXq1SpghMnTmDz5s1o3bp1on8uz7wzoOC2NCbOS+z4/GFgx9W0xDx/eJaAL5y1a9dGihQpEvS9tWoBM2daOHw4Nc6efQwtWvhH44pvvgnC7t2hyJDBwpgxBZEjR/I0jErKXEvCaK49R3PtOZprz9A8e45rJ49XBxVdunRBy5Yt47xPkSIxH4xXrFjRnPHdt28fihcvblYRjh8/HuU+rs/5tZgwGIkpIOGTM/oTNCwszBw4BwcHm0uC5aoOpM1vJ2XHmFcRZL4ezPu5oWvXO++8Y34nBhZHjhxBnjx58NprryXud7nBteXJNS8SO84P5ymm51ZCJOb7eXc2w2PuwUcfhaJVK98vuXrpEtCnj329a9cg5M2b/G8oSf1bSfxprj1Hc+05mmvP0Dy7X3zn19GgIkeOHOaSGH/99Zc5UMuZM6f5vFKlSqbnAiNX1y/PCJYBR0xbnzyOfSjKjbpR/SkoWmBx4wiv3Ei39avgXHF+1JciMLEA2oABLLsMLFsG+HrOPqtJ79kD5Mt3MxldREREnOMTp5eZhD1y5Ehs2LABe/bsMZWemKT9/PPPRwQMTNzmlihu5+G2nhkzZpgyqpG3NzmO5WJZNjZtvqi3cwXDTeVkRYj/TbhCQSNGwKft3GkHFTRqFJA+vdMjEhEREZ9I1OYWpenTp5utO6zWxIRsBhWRA4ZMmTKZBOt27dqhXLlyyJ49u9ny4zU9KlwYOOR70uMdtUXYDI8dttkMb+tWoGRJ+BwWHGvfnonvQN26QCPF4SIiIl7BJ4IKVn367bffbns/JnCvWrUKXo8BRDKXjRW5nTvvBJ56Cpg7l0UKgHnz4HO++YbV2XiiAfj4Y9/PDREREfEXPrH9SUSSx3vvAWyTwS7bvlaFj8Un3nzTvs6giEGSiIiIeAcFFSIBhFueuH2IeIDuSz2D+vUDjh4FihYFevRwejQiIiISmYIKkQDTty+QLRuwZQswZgx8woYNLIdrX//kEyAxrWJERETEfRRUiARgJah337Wvv/MOcPIkvBrbobz+OnvFAI0b2wnaIiIi4l0UVIgEoDZtWNgAOHPGDiy82cSJwOrVQLp0vl8OV0RExF8pqBAJQEzWZo8H+vxzuymeNzp1Cuje3b7evz+QP7/TIxIREZGYKKgIYDVq1MCbrnI6EnBq1LC3E3F7EZ8G7AHhbXr2tAOLe+4BOnRwejQiIiISGwUVIgFs2DA76Xn5crt/hTfheMaOta9/9hmQIoXTIxIREZHYKKgQCWCFCwPdutnXu3QBLl2CV2DH7xYt7OtcRXnoIadHJCIiInFRUOGA8LBw7FuxDxunbTQf+bm7/ffff2jRogXSp0+PPHny4MMPP3T7Y4pvYM+HfPmAffuA4cO9o8ldw4bAhQtA9erA0KFOj0hERERuJ/S295BktXXOVizquAjnDp2LuC1j/oyoO6ouSjYq6bbH7datG37++WfMnz8fOXPmxNtvv43169ejbNmybntM8Q2sqsQD9+eeAwYNAlq2tIMMJzC/gysU27fbSdkzZ2rbk4iIiC/QSoWHA4qZjWdGCSjo3OFz5nZ+3R0uXLiAcePG4YMPPsAjjzyCe+65B1999RWuX7/ulscT39OsGVClCnDxItCqlXOdtt97D5g/H0iVCpgzB8iZ05lxiIiISMIoqPAQbnHiCgViqrBz47ZFby5yy1ao3bt34+rVq6hYsWLEbVmzZkXx4sWT/bHENwUFAZ9+CqRJAyxeDLzyiuerQS1caHf7ptGjgQce8Ozji4iISOIpqPCQA6sO3LJCEYUFnDt4ztxPxAn33mtvNwoOthvOebIp3q5dQPPmdiDTti3w0kuee2wRERFJOgUVHnL+6PlkvV9CFC1aFClSpMCaNWsibjt9+jR27NiR7I8lvu2JJ+xmePTuu8CYMe5/TCZkP/UUcPYsULkyMHKk+x9TREREkpcStT0kQ54MyXq/hGDFp9atW5tk7WzZsplE7V69eiGYp6RFonn5ZeDwYaBfP6BdOyBPHuDJJ93zWFyZaN0a2LzZfpxZs4CUKd3zWCIiIuI+Oqr0kIJVC5oqTwiK5Q5BQMYCGc393GHYsGGoWrUq6tevj1q1auGhhx5CuXLl3PJY4vu49YnBBasxNW0KrF6d/I9x5ozd0dtV4YkBBQMLERER8T0KKjwkOCTYlI01ogcWNz6vO7KuuZ87cLVi0qRJpl/FsWPHzKrFihUrMFJ7TSSWxG0mSz/+OHD5MlC/PrBtW/L9/PXrAca0rPDEgGLcOHvrk4iIiPgmBRUexD4UTWY1QcZ8GaPczhUM3u7OPhUiCRUaCsyYAVSoAPz7L1C3LnD0aAx3DAsDVqwApk2zP/LzOLY7MU+jUiVgzx67o/f//ge88IJbfxURERFxM+VUeBgDh+JPFjdVnpiUzRwKbnly1wqFSFIb4333nd3DYudOgFWJe/a0qzOx/KxZaujYETh06OY3sWvdqFFAo0ZRftb588Crr9qxBzVoYFeZypLFw7+UiIiIJDsdyTqAAUThGoVxT7N7zEcFFOLNcuQAFi0CChYEDh60k7fvuAOY+8IcWEyKiBxQELO8eTsDjhs2bgTKl7cDipAQ4IMPgHnzFFCIiIj4C584muXe/6CgoBgva9euNffZt29fjF//7bffnB6+iM8rUsTOqWCDvEKFgBPHw1B+ckdYMXXIsyzTz/G/V97EO73C8PTT9goHKxhzEWPlSqBLFztvQ0RERPyDT2x/qly5Mo5G28zdp08f/PTTTyjP05+RLF26FKVLl474nCVURSTpuN3p9deBNm2AZe+sQoH3o61QRBJkWUh36iBWDlqFn1HD3MacjEmTgOzZPThoERER8QifCCpSpkyJ3LlzR3x+7do1zJ8/H2+88YZZjYiMQUTk+ya3GM/MigTQ84bVmh4tE1PG9q2eq3kUTzWwu3VXr2536xYRERH/4xNBRXTffvstTp06hZeYLRpNgwYNcPnyZRQrVgzdu3c3n8fmypUr5uJy7ty5iKCFl5gODC9cuIBUqVIl2+/iDwfK/BjOhgYSKz5vXPMV03Prdlzfk5jvdYegHDni9eLx0ts5YFW3x8yiUHEUhvIa3jbX/kxz7Tmaa8/RXHuG5tlz4jvHQZYPnkKtV6+e+bhw4cKI206ePImvv/4aVapUMZ2iZ8+ejaFDh2LevHmxBhb9+vVD//79b7l96tSpSJs27S23Z8iQAVmyZEH27NnN6kn0VRKR6Pjf6+rVq+b5efr0aZxnCSR/EBaGOq+8gtSnTsXYz5EvKpeyZ8eSzz+3M7NFRETEJ128eBHNmzfH2bNnkTFj1LYIXhNU9OzZE0OGDInzPlu3bkWJEiUiPj906BAKFSqEmTNn4mlmgMahRYsW2Lt3L1atWhXvlYoCBQqYA8CYJo1T9c8//0SsaAQ6zgdXhVKnTq0A6zb4fMqZM2ei54lnCZYsWYLatWsjBfcfeYGguXMRwnbbN3IoXKwbv2PY9OmwGjaEr/HGufZXmmvP0Vx7jubaMzTPnsPjXp5Qv11Q4ej2py5duqBly5Zx3qcIy85EMmHCBJM3Ede2JpeKFSuaJ1xsuI0ppq1MfHLG9gTNnz8/wsLCtNx24z/0ypUrUa1aNf2HjgPnJiSZztbH9dz0uCZN7A550fpUBLHE08iRCI3Wp8LXeNVc+znNtedorj1Hc+0Zmmf3i+/8OhpU5MiRw1wScmacQQVXIOLzC/7111/IkycPkhsPEJPrINGXcQ6uX79uVir0HzpAMXB48kmAq4Gs0Mb/b1WrasuTiIhIgPGpRO1ly5aZ7Uwvv/zyLV/76quvTJ7DfffdZz6fM2cOxo8fj7FjxzowUpEAwgCihl02VkRERAKTTwUV48aNMz0rIudYRDZw4EDs378foaGh5j4zZsxAY3b2FRERERERt/GpoIJVmWLz4osvmouIiIiIiHiWTwUV7uYqhKXqTvFP1GaZMc6XcircS3PtOZprz9Fce47m2nM0156hefYc13Hx7QrGKqiIxNVDgGVlRURERETk5nFypkyZ4FfN79yFXaGPHDlimtyp78Ltufp6HDx4MM66xZJ0mmvP0Vx7jubaczTXnqO59gzNs+cwVGBAkTdvXtNgOjZaqYiEE8U+FJIw/M+s/9Ceobn2HM2152iuPUdz7Tmaa8/QPHtGXCsULrGHGyIiIiIiIvGgoEJERERERJJEQYUkWqpUqdC3b1/zUdxLc+05mmvP0Vx7jubaczTXnqF59j5K1BYRERERkSTRSoWIiIiIiCSJggoREREREUkSBRUiIiIiIpIkCiokVoULFzZNAKNf2rVrF+P9v/zyS1StWhVZsmQxl1q1auH333/3+Lj9fZ7nzJmD8uXLI3PmzEiXLh3Kli2LSZMmeXzcgTDXkU2fPt3c96mnnvLIWANtridOnHjLfVOnTu3xcQfK8/rMmTPm63ny5DGJrsWKFcPChQs9Ou5AmOsaNWrEeP/HH3/c42MPhOf1yJEjUbx4caRJk8Y0xuvUqRMuX77s0XEHMjW/k1itXbsWYWFhEZ9v2rQJtWvXxjPPPBPj/VesWIFmzZqhcuXK5mBgyJAhqFOnDjZv3ox8+fJ5cOT+Pc9Zs2ZFr169UKJECaRMmRLfffcdXnrpJeTMmROPPvqoB0fu/3Ptsm/fPnTt2tUEzeK+uWYDq+3bt0d8zgMISf65vnr1qvk6XzNmzZplXp/3799vTlRI8s41TwJxvl1OnTqFe++997avOZLwuZ46dSp69uyJ8ePHm+OQHTt2oGXLluZ1ZPjw4R4ceQBj9SeR+OjYsaNVtGhRKzw8PF73v379upUhQwbrq6++cvvYAnme6b777rN69+7t1nEF6lzzeVy5cmVr7Nix1osvvmg9+eSTHh1joMz1hAkTrEyZMnl8XIE416NHj7aKFCliXb161eNjC/TX6xEjRpj3xQsXLrh9bIE21+3atbMefvjhKLd17tzZqlKliodGKNr+JPHCMy2TJ09Gq1at4n328OLFi7h27Zo5sy7umWdWhP7pp5/M2d1q1ap5ZIyBNtcDBgwwZ3Rbt27t0fEF4lxfuHABhQoVMtsWnnzySbPKKck/199++y0qVapktpHkypULd999NwYNGhTlrLC4531x3LhxaNq0qdm6Ksk711ydWLduXcS26z179pgtffXq1fPwaAOY01GN+IYZM2ZYISEh1uHDh+P9PW3btjVnwy5duuTWsQXiPJ85c8ZKly6dFRoaaqVKlcoaN26cx8YYSHO9atUqK1++fNaJEyfM51qpcN9cr1692qxq/vnnn9aKFSusJ554wsqYMaN18OBBj441EOa6ePHi5nWjVatW1h9//GFNnz7dypo1q9WvXz+PjjXQ3hfXrFnDvmDmo7hnrkeNGmWlSJHCvDdyrl977TWPjVEsS83vJF64V5/79xcsWBCv+7///vsYOnSoybMoU6aM28cXaPMcHh5uzsLwzC5XKgYOHIh58+aZpEBJnrk+f/68ee5+9tlneOyxx8xt3J/LBFfOtbjv9YO4ylmyZEmTp8XntyTfXDMpm8mre/fuRUhIiLmNe86HDRuGo0ePenC0gfW8fvXVV/Hrr7/i77//dvvYAnGuebzBVaB3330XFStWxK5du9CxY0e0adMGffr08eh4A5bTUY14v3379lnBwcHWvHnz4nX/YcOGmb3Ra9eudfvYAnmeI2vdurVVp04dt4wrUOeaZ8z5EsmzY65LUFCQufD6rl27PDrmQHxeN27c2GratKlbxhXIc12tWjXrkUceiXLbwoULzfP9ypUrbh5lYD6vmUPBlbeRI0e6fWyBOtcPPfSQ1bVr1yi3TZo0yUqTJo0VFhbm5lEKKadCbmvChAlmT3l8SuBxdYJnFRctWmTKnop75jmmlYsrV664ZVyBOtesrrVx40b89ddfEZcGDRqgZs2a5jr3/Yv7ntfc38/5Z8lTSd65rlKlijmLy9cNF1bK4VzzbLAk//P6m2++Ma/Rzz//vNvHFqhzzTzO4OCoh7WulThtyvEQxVYSF0b3BQsWtHr06HHL11544QWrZ8+eEZ+///77VsqUKa1Zs2ZZR48ejbicP3/ew6P273keNGiQtXjxYmv37t3Wli1brA8++MDsH/3yyy89PGr/n+volFPhvrnu37+/9eOPP5rn9bp168wKRerUqa3Nmzd7eNT+P9cHDhwwFYjat29vbd++3fruu++snDlzWu+++66HRx04ryE8i/7ss896aISBOdd9+/Y1z+tp06ZZe/bsMe+TrBbVpEkTD486cKlPhcRp6dKlOHDggKm4EB1vj3xWYPTo0aZCQ+PGjaPcr2/fvujXr59HxhsI8/zff//h9ddfx6FDh0yDH55RZ1WMZ5991sOj9v+5Fs/N9enTp83e52PHjpnmmeXKlcPq1atRqlQpD4/a/+eaq2w//vijaQzGvCH2qeDe8x49enh41IHxGsLqfL/88gsWL17swVEG3lz37t3bVIbix8OHDyNHjhyoX78+3nvvPQ+POnApUVtERERERJJEp+RERERERCRJFFSIiIiIiEiSKKgQEREREZEkUVAhIiIiIiJJoqBCRERERESSREGFiIiIiIgkiYIKERERERFJEgUVIiIiIiKSJAoqREREREQkSRRUiIhIslmxYgWCgoJw5swZjzzeCy+8gEGDBsXrvk2bNsWHH37o9jGJiASiIMuyLKcHISIivqlGjRooW7YsRo4caT6/evUq/v33X+TKlcsEF+60YcMGPPzww9i/fz/Sp09/2/tv2rQJ1apVw969e5EpUya3jk1EJNBopUJERJJNypQpkTt3brcHFPTxxx/jmWeeiVdAQXfffTeKFi2KyZMnu31sIiKBRkGFiIgkSsuWLfHzzz9j1KhRJojgZeLEiVG2P/HzzJkz47vvvkPx4sWRNm1aNG7cGBcvXsRXX32FwoULI0uWLOjQoQPCwsIifvaVK1fQtWtX5MuXD+nSpUPFihXN1ioX3nfWrFmoX79+lDF99tlnuOuuu5A6dWqzWsLHioz3nz59utvnRkQk0IQ6PQAREfFNDCZ27NhhVgAGDBhgbtu8efMt92MA8dFHH5mD+fPnz6NRo0Zo2LChCTYWLlyIPXv24Omnn0aVKlXw7LPPmu9p3749tmzZYr4nb968mDt3LurWrYuNGzeaoOHvv//G2bNnUb58+YjH+eOPP0xwMmnSJFSuXNlsw1q1alWUsVSoUAHvvfeeCVpSpUrl9jkSEQkUCipERCRRmJfA7U5cfeCWJ9q2bdst97t27RpGjx5tth4RVw944H/8+HGzdalUqVKoWbMmli9fboKKAwcOYMKECeYjAwriqsWiRYvM7UzMZh5FSEgIcubMGfE4vD9XNZ544glkyJABhQoVwn333RdlLPx5zPs4duyY+bqIiCQPBRUiIuJWDDpcAQVxWxK3PUXOheBt//zzj7nO1QhubypWrFiUn8PVhWzZspnrly5dMisNkXM3ateubQKFIkWKmFUNXrgiwsd3SZMmTcTqiYiIJB8FFSIi4lYpUqSI8jkDgZhuCw8PN9cvXLhgViHWrVtnPkbmCkSyZ89uAgOuOnC1hLg6sX79epN7sXjxYrzzzjvo168f1q5da7ZaEbdEUY4cOdz4G4uIBB4laouISKLxgD5ygnVy4JYl/kyuXNx5551RLq5tVixjS8y7iCw0NBS1atXC0KFDTd7Fvn37sGzZsihlZfPnz2+CEhERST5aqRARkUTjNqY1a9aYg3euIrhWG5KC256ee+45tGjRwjSrY5Bx4sQJ/PTTTyhTpgwef/xxs9Jw//3345dffokIMFhhiknf7EXBilJMAud4WHXKhYnbderUSfIYRUQkKq1UiIhIojGBmluUmGzNA30mSycHJmQzqOjSpYsJCp566imzjalgwYIR93n55ZcxZcqUiM+5xWnOnDmmIV7JkiUxZswYTJs2DaVLlzZfv3z5MubNm4c2bdokyxhFROQmddQWERGfxGRtBhwzZsxApUqVbnt/VqBiaVrmW4iISPLSSoWIiPgkVnL6+uuvcfLkyXjdn8nh7MItIiLJTysVIiIiIiKSJFqpEBERERGRJFFQISIiIiIiSaKgQkREREREkkRBhYiIiIiIJImCChERERERSRIFFSIiIiIikiQKKkREREREJEkUVIiIiIiISJIoqBARERERESTF/wG+oGiL+6915wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# beat by beat plotting for verification \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "for i,beat in enumerate(feature_list):\n",
    "    a_idx = beat['a_idx']\n",
    "    b_idx = beat['b_idx']\n",
    "    c_idx = beat['c_idx']\n",
    "    d_idx = beat['d_idx']\n",
    "\n",
    "    # define a window from a to d with some padding \n",
    "    start = max(a_idx-10,0)\n",
    "    end = min(d_idx+20,len(apg))\n",
    "\n",
    "    segment_time = np.arange(start,end)/fs\n",
    "    segment_apg = apg[start:end]\n",
    "\n",
    "    # plot the beat \n",
    "    plt.figure(figsize=(8,3))\n",
    "    plt.plot(segment_time,segment_apg,label=\"APG segment\",color=\"blue\")\n",
    "    \n",
    "    #annotate a,b,c,d\n",
    "    plt.scatter(a_idx/fs,apg[a_idx],color='green',label='a',zorder=5)\n",
    "    plt.scatter(b_idx/fs,apg[b_idx],color='red',label='b',zorder=5)\n",
    "    plt.scatter(c_idx/fs,apg[c_idx],color='orange',label='c',zorder=5)\n",
    "    plt.scatter(d_idx/fs,apg[d_idx],color='purple',label='d',zorder=5)\n",
    "\n",
    "    #plot it \n",
    "    plt.title(f\"Beat {i+1} with a,b,c,d\")\n",
    "    plt.xlabel(\"time(s)\")\n",
    "    plt.ylabel(\"Amplitude\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "2e92482b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean b/a : 1.009\n",
      "std b/a : 0.084\n",
      "Mean d/a : 0.535\n",
      "std d/a : 0.097\n"
     ]
    }
   ],
   "source": [
    "# aggregaate features \n",
    "import pandas as pd\n",
    "df = pd.DataFrame(feature_list)\n",
    "good = df[(df['b/a']<1.5) & (df['d/a']<1.5)]\n",
    "\n",
    "# final features for the strip \n",
    "mean_ba = good['b/a'].mean()\n",
    "std_ba = good['b/a'].std()\n",
    "mean_da = good['d/a'].mean()\n",
    "std_da = good['d/a'].std()\n",
    "\n",
    "print(f\"Mean b/a : {mean_ba:.3f}\")\n",
    "print(f\"std b/a : {std_ba:.3f}\")\n",
    "print(f\"Mean d/a : {mean_da:.3f}\")\n",
    "print(f\"std d/a : {std_da:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "faf80e92",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
